Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 21 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 KiB |
| Average record size in memory | 174.3 B |
Variable types
| Numeric | 21 |
|---|
Almacén is highly overall correlated with Cliente_1 and 7 other fields | High correlation |
Cliente_1 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_10 is highly overall correlated with Cliente_1 and 10 other fields | High correlation |
Cliente_11 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_12 is highly overall correlated with Cliente_1 and 8 other fields | High correlation |
Cliente_13 is highly overall correlated with Cliente_10 and 4 other fields | High correlation |
Cliente_14 is highly overall correlated with Cliente_1 and 7 other fields | High correlation |
Cliente_15 is highly overall correlated with Cliente_10 and 4 other fields | High correlation |
Cliente_16 is highly overall correlated with Almacén and 10 other fields | High correlation |
Cliente_17 is highly overall correlated with Almacén and 7 other fields | High correlation |
Cliente_18 is highly overall correlated with Cliente_10 and 4 other fields | High correlation |
Cliente_19 is highly overall correlated with Almacén and 6 other fields | High correlation |
Cliente_2 is highly overall correlated with Cliente_13 and 3 other fields | High correlation |
Cliente_20 is highly overall correlated with Cliente_8 | High correlation |
Cliente_3 is highly overall correlated with Cliente_13 and 3 other fields | High correlation |
Cliente_4 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_6 is highly overall correlated with Almacén and 6 other fields | High correlation |
Cliente_7 is highly overall correlated with Cliente_13 and 5 other fields | High correlation |
Cliente_8 is highly overall correlated with Cliente_15 and 4 other fields | High correlation |
Cliente_9 is highly overall correlated with Almacén and 9 other fields | High correlation |
Cliente_1 has unique values | Unique |
Cliente_2 has unique values | Unique |
Cliente_4 has unique values | Unique |
Cliente_11 has unique values | Unique |
Cliente_12 has unique values | Unique |
Cliente_18 has unique values | Unique |
Cliente_19 has unique values | Unique |
Cliente_20 has unique values | Unique |
Almacén has unique values | Unique |
Cliente_1 has 1 (4.8%) zeros | Zeros |
Cliente_2 has 1 (4.8%) zeros | Zeros |
Cliente_3 has 4 (19.0%) zeros | Zeros |
Cliente_4 has 1 (4.8%) zeros | Zeros |
Cliente_5 has 5 (23.8%) zeros | Zeros |
Cliente_6 has 2 (9.5%) zeros | Zeros |
Cliente_7 has 6 (28.6%) zeros | Zeros |
Cliente_8 has 2 (9.5%) zeros | Zeros |
Cliente_9 has 2 (9.5%) zeros | Zeros |
Cliente_10 has 3 (14.3%) zeros | Zeros |
Cliente_11 has 1 (4.8%) zeros | Zeros |
Cliente_12 has 1 (4.8%) zeros | Zeros |
Cliente_13 has 2 (9.5%) zeros | Zeros |
Cliente_14 has 6 (28.6%) zeros | Zeros |
Cliente_15 has 3 (14.3%) zeros | Zeros |
Cliente_16 has 3 (14.3%) zeros | Zeros |
Cliente_17 has 2 (9.5%) zeros | Zeros |
Cliente_18 has 1 (4.8%) zeros | Zeros |
Cliente_19 has 1 (4.8%) zeros | Zeros |
Cliente_20 has 1 (4.8%) zeros | Zeros |
Almacén has 1 (4.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-13 17:58:34.012064 |
|---|---|
| Analysis finished | 2024-11-13 17:59:13.718673 |
| Duration | 39.71 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
Cliente_1
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.48381 |
| Minimum | 0 |
|---|---|
| Maximum | 23.855 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.5433333 |
| Q1 | 5.0983333 |
| median | 10.028333 |
| Q3 | 15.838333 |
| 95-th percentile | 23.7 |
| Maximum | 23.855 |
| Range | 23.855 |
| Interquartile range (IQR) | 10.74 |
Descriptive statistics
| Standard deviation | 7.3682384 |
|---|---|
| Coefficient of variation (CV) | 0.64161969 |
| Kurtosis | -1.1245777 |
| Mean | 11.48381 |
| Median Absolute Deviation (MAD) | 5.7033333 |
| Skewness | 0.26669772 |
| Sum | 241.16 |
| Variance | 54.290936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1 | 4.8% |
| 15.73166667 | 1 | 4.8% |
| 19.65166667 | 1 | 4.8% |
| 2.543333333 | 1 | 4.8% |
| 7.55 | 1 | 4.8% |
| 3.76 | 1 | 4.8% |
| 15.83833333 | 1 | 4.8% |
| 22.38833333 | 1 | 4.8% |
| 8.563333333 | 1 | 4.8% |
| 7.185 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.543333333 | 1 | |
| 2.943333333 | 1 | |
| 3.76 | 1 | |
| 4.903333333 | 1 | |
| 5.098333333 | 1 | |
| 6.905 | 1 | |
| 7.185 | 1 | |
| 7.55 | 1 | |
| 8.563333333 | 1 |
| Value | Count | Frequency (%) |
| 23.855 | 1 | |
| 23.7 | 1 | |
| 22.38833333 | 1 | |
| 19.65166667 | 1 | |
| 17.525 | 1 | |
| 15.83833333 | 1 | |
| 15.73166667 | 1 | |
| 15.54833333 | 1 | |
| 15.105 | 1 | |
| 12.33666667 | 1 |
Cliente_2
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.100794 |
| Minimum | 0 |
|---|---|
| Maximum | 26.153333 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.2483333 |
| Q1 | 14.023333 |
| median | 15.798333 |
| Q3 | 20.061667 |
| 95-th percentile | 21.908333 |
| Maximum | 26.153333 |
| Range | 26.153333 |
| Interquartile range (IQR) | 6.0383333 |
Descriptive statistics
| Standard deviation | 6.5757219 |
|---|---|
| Coefficient of variation (CV) | 0.43545539 |
| Kurtosis | 0.76209701 |
| Mean | 15.100794 |
| Median Absolute Deviation (MAD) | 2.3716667 |
| Skewness | -0.92083192 |
| Sum | 317.11667 |
| Variance | 43.240119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 15.73166667 | 1 | 4.8% |
| 0 | 1 | 4.8% |
| 7.505 | 1 | 4.8% |
| 15.79833333 | 1 | 4.8% |
| 17.24166667 | 1 | 4.8% |
| 17.31666667 | 1 | 4.8% |
| 1.248333333 | 1 | 4.8% |
| 20.7 | 1 | 4.8% |
| 21.325 | 1 | 4.8% |
| 13.50333333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.248333333 | 1 | |
| 6.695 | 1 | |
| 7.505 | 1 | |
| 13.50333333 | 1 | |
| 14.02333333 | 1 | |
| 14.235 | 1 | |
| 14.42333333 | 1 | |
| 14.80333333 | 1 | |
| 15.73166667 | 1 |
| Value | Count | Frequency (%) |
| 26.15333333 | 1 | |
| 21.90833333 | 1 | |
| 21.325 | 1 | |
| 20.7 | 1 | |
| 20.38166667 | 1 | |
| 20.06166667 | 1 | |
| 18.17 | 1 | |
| 17.31666667 | 1 | |
| 17.24166667 | 1 | |
| 15.89166667 | 1 |
Cliente_3
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.506349 |
| Minimum | 0 |
|---|---|
| Maximum | 27.531667 |
| Zeros | 4 |
| Zeros (%) | 19.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.541667 |
| median | 17.378333 |
| Q3 | 19.651667 |
| 95-th percentile | 22.076667 |
| Maximum | 27.531667 |
| Range | 27.531667 |
| Interquartile range (IQR) | 8.11 |
Descriptive statistics
| Standard deviation | 8.2396675 |
|---|---|
| Coefficient of variation (CV) | 0.56800422 |
| Kurtosis | -0.31632524 |
| Mean | 14.506349 |
| Median Absolute Deviation (MAD) | 3.0266667 |
| Skewness | -0.86709908 |
| Sum | 304.63333 |
| Variance | 67.892121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 19.65166667 | 1 | 4.8% |
| 7.505 | 1 | 4.8% |
| 19.285 | 1 | 4.8% |
| 22.07666667 | 1 | 4.8% |
| 19.98166667 | 1 | 4.8% |
| 17.37833333 | 1 | 4.8% |
| 19.54833333 | 1 | 4.8% |
| 15.8 | 1 | 4.8% |
| 11.54166667 | 1 | 4.8% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 7.505 | 1 | 4.8% |
| 11.54166667 | 1 | 4.8% |
| 13.02333333 | 1 | 4.8% |
| 15.8 | 1 | 4.8% |
| 16.18166667 | 1 | 4.8% |
| 17.27 | 1 | 4.8% |
| 17.37833333 | 1 | 4.8% |
| 18.08 | 1 | 4.8% |
| 18.5 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 27.53166667 | 1 | |
| 22.07666667 | 1 | |
| 20.87333333 | 1 | |
| 20.405 | 1 | |
| 19.98166667 | 1 | |
| 19.65166667 | 1 | |
| 19.54833333 | 1 | |
| 19.285 | 1 | |
| 18.5 | 1 | |
| 18.08 | 1 |
Cliente_4
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.542381 |
| Minimum | 0 |
|---|---|
| Maximum | 24.328333 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.8783333 |
| Q1 | 6.1816667 |
| median | 10.501667 |
| Q3 | 16.546667 |
| 95-th percentile | 23.03 |
| Maximum | 24.328333 |
| Range | 24.328333 |
| Interquartile range (IQR) | 10.365 |
Descriptive statistics
| Standard deviation | 7.5056164 |
|---|---|
| Coefficient of variation (CV) | 0.65026587 |
| Kurtosis | -1.1569778 |
| Mean | 11.542381 |
| Median Absolute Deviation (MAD) | 6.02 |
| Skewness | 0.21735637 |
| Sum | 242.39 |
| Variance | 56.334277 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2.543333333 | 1 | 4.8% |
| 15.79833333 | 1 | 4.8% |
| 19.285 | 1 | 4.8% |
| 0 | 1 | 4.8% |
| 8.533333333 | 1 | 4.8% |
| 1.878333333 | 1 | 4.8% |
| 16.52166667 | 1 | 4.8% |
| 22.86333333 | 1 | 4.8% |
| 7.165 | 1 | 4.8% |
| 7.013333333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.878333333 | 1 | |
| 2.465 | 1 | |
| 2.543333333 | 1 | |
| 5.986666667 | 1 | |
| 6.181666667 | 1 | |
| 7.013333333 | 1 | |
| 7.165 | 1 | |
| 7.4 | 1 | |
| 8.533333333 | 1 |
| Value | Count | Frequency (%) |
| 24.32833333 | 1 | |
| 23.03 | 1 | |
| 22.86333333 | 1 | |
| 19.285 | 1 | |
| 18 | 1 | |
| 16.54666667 | 1 | |
| 16.52166667 | 1 | |
| 15.79833333 | 1 | |
| 15.58 | 1 | |
| 10.76833333 | 1 |
Cliente_5
Real number (ℝ)
Zeros
| Distinct | 17 |
|---|---|
| Distinct (%) | 81.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6907937 |
| Minimum | 0 |
|---|---|
| Maximum | 28.093333 |
| Zeros | 5 |
| Zeros (%) | 23.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5.12 |
| median | 8.7933333 |
| Q3 | 13.871667 |
| 95-th percentile | 22.62 |
| Maximum | 28.093333 |
| Range | 28.093333 |
| Interquartile range (IQR) | 8.7516667 |
Descriptive statistics
| Standard deviation | 7.7815687 |
|---|---|
| Coefficient of variation (CV) | 0.8029857 |
| Kurtosis | 0.1544189 |
| Mean | 9.6907937 |
| Median Absolute Deviation (MAD) | 5.0783333 |
| Skewness | 0.61096482 |
| Sum | 203.50667 |
| Variance | 60.552812 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 7.55 | 1 | 4.8% |
| 17.24166667 | 1 | 4.8% |
| 8.533333333 | 1 | 4.8% |
| 9.711666667 | 1 | 4.8% |
| 11.05833333 | 1 | 4.8% |
| 5.12 | 1 | 4.8% |
| 8.793333333 | 1 | 4.8% |
| 18.555 | 1 | 4.8% |
| 7.391666667 | 1 | 4.8% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 5.12 | 1 | 4.8% |
| 7.391666667 | 1 | 4.8% |
| 7.55 | 1 | 4.8% |
| 7.938333333 | 1 | 4.8% |
| 8.533333333 | 1 | 4.8% |
| 8.793333333 | 1 | 4.8% |
| 9.711666667 | 1 | 4.8% |
| 9.998333333 | 1 | 4.8% |
| 10.73833333 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 28.09333333 | 1 | |
| 22.62 | 1 | |
| 18.555 | 1 | |
| 17.24166667 | 1 | |
| 16.29166667 | 1 | |
| 13.87166667 | 1 | |
| 11.05833333 | 1 | |
| 10.73833333 | 1 | |
| 9.998333333 | 1 | |
| 9.711666667 | 1 |
Cliente_6
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.801111 |
| Minimum | 0 |
|---|---|
| Maximum | 23.876667 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.0333333 |
| median | 9.7116667 |
| Q3 | 17.068333 |
| 95-th percentile | 22.668333 |
| Maximum | 23.876667 |
| Range | 23.876667 |
| Interquartile range (IQR) | 11.035 |
Descriptive statistics
| Standard deviation | 7.467207 |
|---|---|
| Coefficient of variation (CV) | 0.69133693 |
| Kurtosis | -1.0879941 |
| Mean | 10.801111 |
| Median Absolute Deviation (MAD) | 5.9783333 |
| Skewness | 0.27835704 |
| Sum | 226.82333 |
| Variance | 55.75918 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 3.76 | 1 | 4.8% |
| 17.31666667 | 1 | 4.8% |
| 1.878333333 | 1 | 4.8% |
| 9.711666667 | 1 | 4.8% |
| 17.06833333 | 1 | 4.8% |
| 22.66833333 | 1 | 4.8% |
| 6.033333333 | 1 | 4.8% |
| 8.281666667 | 1 | 4.8% |
| 6.233333333 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1.878333333 | 1 | |
| 3.733333333 | 1 | |
| 3.76 | 1 | |
| 6.033333333 | 1 | |
| 6.233333333 | 1 | |
| 6.268333333 | 1 | |
| 7.038333333 | 1 | |
| 8.281666667 | 1 | |
| 9.711666667 | 1 |
| Value | Count | Frequency (%) |
| 23.87666667 | 1 | |
| 22.66833333 | 1 | |
| 21.89833333 | 1 | |
| 17.80666667 | 1 | |
| 17.31666667 | 1 | |
| 17.06833333 | 1 | |
| 16.24 | 1 | |
| 15.38666667 | 1 | |
| 11.315 | 1 | |
| 10.30833333 | 1 |
Cliente_7
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.923889 |
| Minimum | 0 |
|---|---|
| Maximum | 26.281667 |
| Zeros | 6 |
| Zeros (%) | 28.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14.55 |
| Q3 | 18.298333 |
| 95-th percentile | 21.193333 |
| Maximum | 26.281667 |
| Range | 26.281667 |
| Interquartile range (IQR) | 18.298333 |
Descriptive statistics
| Standard deviation | 9.0210392 |
|---|---|
| Coefficient of variation (CV) | 0.75655177 |
| Kurtosis | -1.4092402 |
| Mean | 11.923889 |
| Median Absolute Deviation (MAD) | 6.2766667 |
| Skewness | -0.3704271 |
| Sum | 250.40167 |
| Variance | 81.379149 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 15.83833333 | 1 | 4.8% |
| 1.248333333 | 1 | 4.8% |
| 16.52166667 | 1 | 4.8% |
| 17.06833333 | 1 | 4.8% |
| 20.82666667 | 1 | 4.8% |
| 20.98833333 | 1 | 4.8% |
| 13.63166667 | 1 | 4.8% |
| 18.29833333 | 1 | 4.8% |
| 14.55 | 1 | 4.8% |
| Other values (6) | 6 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1.248333333 | 1 | 4.8% |
| 13.63166667 | 1 | 4.8% |
| 14.15 | 1 | 4.8% |
| 14.36333333 | 1 | 4.8% |
| 14.55 | 1 | 4.8% |
| 14.93166667 | 1 | 4.8% |
| 15.83833333 | 1 | 4.8% |
| 16.52166667 | 1 | 4.8% |
| 17.06833333 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 26.28166667 | 1 | |
| 21.19333333 | 1 | |
| 20.98833333 | 1 | |
| 20.82666667 | 1 | |
| 20.51 | 1 | |
| 18.29833333 | 1 | |
| 17.06833333 | 1 | |
| 16.52166667 | 1 | |
| 15.83833333 | 1 | |
| 14.93166667 | 1 |
Cliente_8
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.555317 |
| Minimum | 0 |
|---|---|
| Maximum | 30.101667 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 16.505 |
| median | 20.7 |
| Q3 | 22.668333 |
| 95-th percentile | 25.133333 |
| Maximum | 30.101667 |
| Range | 30.101667 |
| Interquartile range (IQR) | 6.1633333 |
Descriptive statistics
| Standard deviation | 7.3528078 |
|---|---|
| Coefficient of variation (CV) | 0.39626419 |
| Kurtosis | 2.572055 |
| Mean | 18.555317 |
| Median Absolute Deviation (MAD) | 2.32 |
| Skewness | -1.5317695 |
| Sum | 389.66167 |
| Variance | 54.063783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 22.38833333 | 1 | 4.8% |
| 22.07666667 | 1 | 4.8% |
| 20.7 | 1 | 4.8% |
| 22.86333333 | 1 | 4.8% |
| 22.66833333 | 1 | 4.8% |
| 20.82666667 | 1 | 4.8% |
| 25.13333333 | 1 | 4.8% |
| 16.505 | 1 | 4.8% |
| 20.51 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 10.55833333 | 1 | |
| 15.50333333 | 1 | |
| 15.53333333 | 1 | |
| 16.505 | 1 | |
| 18.23166667 | 1 | |
| 18.38 | 1 | |
| 20.25 | 1 | |
| 20.51 | 1 | |
| 20.7 | 1 |
| Value | Count | Frequency (%) |
| 30.10166667 | 1 | |
| 25.13333333 | 1 | |
| 23.61833333 | 1 | |
| 22.96333333 | 1 | |
| 22.86333333 | 1 | |
| 22.66833333 | 1 | |
| 22.38833333 | 1 | |
| 22.07666667 | 1 | |
| 20.85 | 1 | |
| 20.82666667 | 1 |
Cliente_9
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.257143 |
| Minimum | 0 |
|---|---|
| Maximum | 25.875 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7.165 |
| median | 13.025 |
| Q3 | 19.981667 |
| 95-th percentile | 25.266667 |
| Maximum | 25.875 |
| Range | 25.875 |
| Interquartile range (IQR) | 12.816667 |
Descriptive statistics
| Standard deviation | 8.1899321 |
|---|---|
| Coefficient of variation (CV) | 0.61777505 |
| Kurtosis | -1.0573609 |
| Mean | 13.257143 |
| Median Absolute Deviation (MAD) | 6.5216667 |
| Skewness | -0.023163883 |
| Sum | 278.4 |
| Variance | 67.074988 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 8.563333333 | 1 | 4.8% |
| 19.98166667 | 1 | 4.8% |
| 21.325 | 1 | 4.8% |
| 7.165 | 1 | 4.8% |
| 6.033333333 | 1 | 4.8% |
| 20.98833333 | 1 | 4.8% |
| 25.13333333 | 1 | 4.8% |
| 13.97666667 | 1 | 4.8% |
| 6.815 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1.841666667 | 1 | |
| 6.033333333 | 1 | |
| 6.815 | 1 | |
| 7.165 | 1 | |
| 8.563333333 | 1 | |
| 9.086666667 | 1 | |
| 9.428333333 | 1 | |
| 12.04833333 | 1 | |
| 13.025 | 1 |
| Value | Count | Frequency (%) |
| 25.875 | 1 | |
| 25.26666667 | 1 | |
| 25.13333333 | 1 | |
| 21.325 | 1 | |
| 20.98833333 | 1 | |
| 19.98166667 | 1 | |
| 19.54666667 | 1 | |
| 17.12666667 | 1 | |
| 15.17333333 | 1 | |
| 13.97666667 | 1 |
Cliente_10
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.199206 |
| Minimum | 0 |
|---|---|
| Maximum | 26.283333 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7.185 |
| median | 11.058333 |
| Q3 | 13.976667 |
| 95-th percentile | 20.208333 |
| Maximum | 26.283333 |
| Range | 26.283333 |
| Interquartile range (IQR) | 6.7916667 |
Descriptive statistics
| Standard deviation | 6.7507688 |
|---|---|
| Coefficient of variation (CV) | 0.60278993 |
| Kurtosis | 0.15901514 |
| Mean | 11.199206 |
| Median Absolute Deviation (MAD) | 3.8733333 |
| Skewness | 0.080886837 |
| Sum | 235.18333 |
| Variance | 45.57288 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 13.50333333 | 1 | 4.8% |
| 7.185 | 1 | 4.8% |
| 17.37833333 | 1 | 4.8% |
| 7.013333333 | 1 | 4.8% |
| 8.281666667 | 1 | 4.8% |
| 11.05833333 | 1 | 4.8% |
| 13.63166667 | 1 | 4.8% |
| 16.505 | 1 | 4.8% |
| 13.97666667 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 5.411666667 | 1 | 4.8% |
| 7.013333333 | 1 | 4.8% |
| 7.185 | 1 | 4.8% |
| 8.281666667 | 1 | 4.8% |
| 9.693333333 | 1 | 4.8% |
| 10.275 | 1 | 4.8% |
| 10.88666667 | 1 | 4.8% |
| 11.05833333 | 1 | 4.8% |
| 11.38833333 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 26.28333333 | 1 | |
| 20.20833333 | 1 | |
| 18.62333333 | 1 | |
| 17.37833333 | 1 | |
| 16.505 | 1 | |
| 13.97666667 | 1 | |
| 13.88 | 1 | |
| 13.63166667 | 1 | |
| 13.50333333 | 1 | |
| 11.38833333 | 1 |
Cliente_11
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.377619 |
| Minimum | 0 |
|---|---|
| Maximum | 23.973333 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.6416667 |
| Q1 | 5.9866667 |
| median | 9.6933333 |
| Q3 | 18.17 |
| 95-th percentile | 21.121667 |
| Maximum | 23.973333 |
| Range | 23.973333 |
| Interquartile range (IQR) | 12.183333 |
Descriptive statistics
| Standard deviation | 6.8743314 |
|---|---|
| Coefficient of variation (CV) | 0.60419771 |
| Kurtosis | -1.1569612 |
| Mean | 11.377619 |
| Median Absolute Deviation (MAD) | 4.79 |
| Skewness | 0.29852971 |
| Sum | 238.93 |
| Variance | 47.256432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 4.903333333 | 1 | 4.8% |
| 18.17 | 1 | 4.8% |
| 19.54833333 | 1 | 4.8% |
| 5.986666667 | 1 | 4.8% |
| 5.12 | 1 | 4.8% |
| 6.233333333 | 1 | 4.8% |
| 18.29833333 | 1 | 4.8% |
| 20.51 | 1 | 4.8% |
| 6.815 | 1 | 4.8% |
| 9.693333333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 3.641666667 | 1 | |
| 4.903333333 | 1 | |
| 5.12 | 1 | |
| 5.476666667 | 1 | |
| 5.986666667 | 1 | |
| 6.233333333 | 1 | |
| 6.815 | 1 | |
| 6.99 | 1 | |
| 7.295 | 1 |
| Value | Count | Frequency (%) |
| 23.97333333 | 1 | |
| 21.12166667 | 1 | |
| 20.51 | 1 | |
| 19.54833333 | 1 | |
| 18.29833333 | 1 | |
| 18.17 | 1 | |
| 14.79333333 | 1 | |
| 14.58666667 | 1 | |
| 13.4 | 1 | |
| 12.37333333 | 1 |
Cliente_12
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.020794 |
| Minimum | 0 |
|---|---|
| Maximum | 28.981667 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.4116667 |
| Q1 | 8.7933333 |
| median | 10.501667 |
| Q3 | 14.55 |
| 95-th percentile | 18.24 |
| Maximum | 28.981667 |
| Range | 28.981667 |
| Interquartile range (IQR) | 5.7566667 |
Descriptive statistics
| Standard deviation | 5.8144322 |
|---|---|
| Coefficient of variation (CV) | 0.48369786 |
| Kurtosis | 2.9914116 |
| Mean | 12.020794 |
| Median Absolute Deviation (MAD) | 3.14 |
| Skewness | 0.88114541 |
| Sum | 252.43667 |
| Variance | 33.807622 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 10.02833333 | 1 | 4.8% |
| 14.42333333 | 1 | 4.8% |
| 15.8 | 1 | 4.8% |
| 10.50166667 | 1 | 4.8% |
| 8.793333333 | 1 | 4.8% |
| 10.30833333 | 1 | 4.8% |
| 14.55 | 1 | 4.8% |
| 15.50333333 | 1 | 4.8% |
| 12.04833333 | 1 | 4.8% |
| 5.411666667 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.411666667 | 1 | |
| 7.295 | 1 | |
| 7.765 | 1 | |
| 8.22 | 1 | |
| 8.793333333 | 1 | |
| 9.49 | 1 | |
| 10.02833333 | 1 | |
| 10.30833333 | 1 | |
| 10.435 | 1 |
| Value | Count | Frequency (%) |
| 28.98166667 | 1 | |
| 18.24 | 1 | |
| 18.02666667 | 1 | |
| 15.8 | 1 | |
| 15.50333333 | 1 | |
| 14.55 | 1 | |
| 14.42333333 | 1 | |
| 13.64166667 | 1 | |
| 12.97333333 | 1 | |
| 12.04833333 | 1 |
Cliente_13
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.166587 |
| Minimum | 0 |
|---|---|
| Maximum | 23.763333 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10.768333 |
| median | 13.838333 |
| Q3 | 17.495 |
| 95-th percentile | 20.85 |
| Maximum | 23.763333 |
| Range | 23.763333 |
| Interquartile range (IQR) | 6.7266667 |
Descriptive statistics
| Standard deviation | 6.0537642 |
|---|---|
| Coefficient of variation (CV) | 0.45978233 |
| Kurtosis | 0.63639269 |
| Mean | 13.166587 |
| Median Absolute Deviation (MAD) | 3.5633333 |
| Skewness | -0.65269296 |
| Sum | 276.49833 |
| Variance | 36.648061 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 12.33666667 | 1 | 4.8% |
| 11.54166667 | 1 | 4.8% |
| 6.695 | 1 | 4.8% |
| 10.76833333 | 1 | 4.8% |
| 18.555 | 1 | 4.8% |
| 11.315 | 1 | 4.8% |
| 20.85 | 1 | 4.8% |
| 15.17333333 | 1 | 4.8% |
| 10.275 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 6.695 | 1 | |
| 8.76 | 1 | |
| 10.275 | 1 | |
| 10.76833333 | 1 | |
| 11.315 | 1 | |
| 11.54166667 | 1 | |
| 12.33666667 | 1 | |
| 12.97333333 | 1 | |
| 13.83833333 | 1 |
| Value | Count | Frequency (%) |
| 23.76333333 | 1 | |
| 20.85 | 1 | |
| 19.335 | 1 | |
| 19.16333333 | 1 | |
| 18.555 | 1 | |
| 17.495 | 1 | |
| 15.17333333 | 1 | |
| 15.12 | 1 | |
| 14.58666667 | 1 | |
| 13.95333333 | 1 |
Cliente_14
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6162698 |
| Minimum | 0 |
|---|---|
| Maximum | 25.035 |
| Zeros | 6 |
| Zeros (%) | 28.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 7.3916667 |
| Q3 | 13.838333 |
| 95-th percentile | 22.341667 |
| Maximum | 25.035 |
| Range | 25.035 |
| Interquartile range (IQR) | 13.838333 |
Descriptive statistics
| Standard deviation | 7.8220588 |
|---|---|
| Coefficient of variation (CV) | 0.90782426 |
| Kurtosis | -0.61555968 |
| Mean | 8.6162698 |
| Median Absolute Deviation (MAD) | 7.3916667 |
| Skewness | 0.597456 |
| Sum | 180.94167 |
| Variance | 61.184603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 5.098333333 | 1 | 4.8% |
| 17.27 | 1 | 4.8% |
| 15.89166667 | 1 | 4.8% |
| 6.181666667 | 1 | 4.8% |
| 7.391666667 | 1 | 4.8% |
| 7.038333333 | 1 | 4.8% |
| 18.23166667 | 1 | 4.8% |
| 9.086666667 | 1 | 4.8% |
| 3.641666667 | 1 | 4.8% |
| Other values (6) | 6 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 3.641666667 | 1 | 4.8% |
| 5.098333333 | 1 | 4.8% |
| 6.181666667 | 1 | 4.8% |
| 7.038333333 | 1 | 4.8% |
| 7.391666667 | 1 | 4.8% |
| 7.765 | 1 | 4.8% |
| 8.538333333 | 1 | 4.8% |
| 9.086666667 | 1 | 4.8% |
| 13.59166667 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 25.035 | 1 | |
| 22.34166667 | 1 | |
| 18.23166667 | 1 | |
| 17.27 | 1 | |
| 15.89166667 | 1 | |
| 13.83833333 | 1 | |
| 13.59166667 | 1 | |
| 9.086666667 | 1 | |
| 8.538333333 | 1 | |
| 7.765 | 1 |
Cliente_15
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.127698 |
| Minimum | 0 |
|---|---|
| Maximum | 32.211667 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10.558333 |
| median | 17.495 |
| Q3 | 19.73 |
| 95-th percentile | 22.358333 |
| Maximum | 32.211667 |
| Range | 32.211667 |
| Interquartile range (IQR) | 9.1716667 |
Descriptive statistics
| Standard deviation | 7.9009469 |
|---|---|
| Coefficient of variation (CV) | 0.52228348 |
| Kurtosis | 0.81812208 |
| Mean | 15.127698 |
| Median Absolute Deviation (MAD) | 2.7116667 |
| Skewness | -0.5258796 |
| Sum | 317.68167 |
| Variance | 62.424962 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 20.06166667 | 1 | 4.8% |
| 17.525 | 1 | 4.8% |
| 20.405 | 1 | 4.8% |
| 18 | 1 | 4.8% |
| 16.29166667 | 1 | 4.8% |
| 17.80666667 | 1 | 4.8% |
| 10.55833333 | 1 | 4.8% |
| 19.54666667 | 1 | 4.8% |
| 13.88 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 10.115 | 1 | 4.8% |
| 10.435 | 1 | 4.8% |
| 10.55833333 | 1 | 4.8% |
| 13.88 | 1 | 4.8% |
| 14.79333333 | 1 | 4.8% |
| 16.26166667 | 1 | 4.8% |
| 16.29166667 | 1 | 4.8% |
| 17.495 | 1 | 4.8% |
| 17.525 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 32.21166667 | 1 | |
| 22.35833333 | 1 | |
| 20.405 | 1 | |
| 20.20666667 | 1 | |
| 20.06166667 | 1 | |
| 19.73 | 1 | |
| 19.54666667 | 1 | |
| 18 | 1 | |
| 17.80666667 | 1 | |
| 17.525 | 1 |
Cliente_16
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 90.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.610714 |
| Minimum | 0 |
|---|---|
| Maximum | 24.42 |
| Zeros | 3 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.7333333 |
| median | 9.4283333 |
| Q3 | 16.261667 |
| 95-th percentile | 23.55 |
| Maximum | 24.42 |
| Range | 24.42 |
| Interquartile range (IQR) | 12.528333 |
Descriptive statistics
| Standard deviation | 7.5319201 |
|---|---|
| Coefficient of variation (CV) | 0.709841 |
| Kurtosis | -0.91426353 |
| Mean | 10.610714 |
| Median Absolute Deviation (MAD) | 6.485 |
| Skewness | 0.17911262 |
| Sum | 222.825 |
| Variance | 56.72982 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 3 | 14.3% |
| 14.02333333 | 1 | 4.8% |
| 2.943333333 | 1 | 4.8% |
| 18.5 | 1 | 4.8% |
| 2.465 | 1 | 4.8% |
| 3.733333333 | 1 | 4.8% |
| 10.73833333 | 1 | 4.8% |
| 14.15 | 1 | 4.8% |
| 18.38 | 1 | 4.8% |
| 9.428333333 | 1 | 4.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2.465 | 1 | 4.8% |
| 2.943333333 | 1 | 4.8% |
| 3.733333333 | 1 | 4.8% |
| 6.99 | 1 | 4.8% |
| 8.22 | 1 | 4.8% |
| 8.408333333 | 1 | 4.8% |
| 8.76 | 1 | 4.8% |
| 9.428333333 | 1 | 4.8% |
| 10.73833333 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 24.42 | 1 | |
| 23.55 | 1 | |
| 18.5 | 1 | |
| 18.38 | 1 | |
| 17.05166667 | 1 | |
| 16.26166667 | 1 | |
| 14.80166667 | 1 | |
| 14.15 | 1 | |
| 14.02333333 | 1 | |
| 10.73833333 | 1 |
Cliente_17
Real number (ℝ)
High correlation Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.975635 |
| Minimum | 0 |
|---|---|
| Maximum | 30.111667 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 13.4 |
| median | 18.026667 |
| Q3 | 23.763333 |
| 95-th percentile | 29.705 |
| Maximum | 30.111667 |
| Range | 30.111667 |
| Interquartile range (IQR) | 10.363333 |
Descriptive statistics
| Standard deviation | 8.377968 |
|---|---|
| Coefficient of variation (CV) | 0.46607355 |
| Kurtosis | 0.28174212 |
| Mean | 17.975635 |
| Median Absolute Deviation (MAD) | 5.0016667 |
| Skewness | -0.65312333 |
| Sum | 377.48833 |
| Variance | 70.190348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 15.54833333 | 1 | 4.8% |
| 27.53166667 | 1 | 4.8% |
| 26.15333333 | 1 | 4.8% |
| 16.54666667 | 1 | 4.8% |
| 9.998333333 | 1 | 4.8% |
| 26.28166667 | 1 | 4.8% |
| 16.24 | 1 | 4.8% |
| 13.025 | 1 | 4.8% |
| 18.62333333 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 9.998333333 | 1 | |
| 10.94833333 | 1 | |
| 13.025 | 1 | |
| 13.4 | 1 | |
| 15.54833333 | 1 | |
| 16.24 | 1 | |
| 16.54666667 | 1 | |
| 17.05166667 | 1 | |
| 18.02666667 | 1 |
| Value | Count | Frequency (%) |
| 30.11166667 | 1 | |
| 29.705 | 1 | |
| 27.53166667 | 1 | |
| 26.28166667 | 1 | |
| 26.15333333 | 1 | |
| 23.76333333 | 1 | |
| 22.96333333 | 1 | |
| 21.36333333 | 1 | |
| 20.20666667 | 1 | |
| 18.62333333 | 1 |
Cliente_18
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.028095 |
| Minimum | 0 |
|---|---|
| Maximum | 31.866667 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.49 |
| Q1 | 13.591667 |
| median | 14.931667 |
| Q3 | 16.181667 |
| 95-th percentile | 21.363333 |
| Maximum | 31.866667 |
| Range | 31.866667 |
| Interquartile range (IQR) | 2.59 |
Descriptive statistics
| Standard deviation | 5.818002 |
|---|---|
| Coefficient of variation (CV) | 0.38714167 |
| Kurtosis | 4.487874 |
| Mean | 15.028095 |
| Median Absolute Deviation (MAD) | 1.34 |
| Skewness | 0.4005113 |
| Sum | 315.59 |
| Variance | 33.849147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 15.105 | 1 | 4.8% |
| 14.80333333 | 1 | 4.8% |
| 16.18166667 | 1 | 4.8% |
| 15.58 | 1 | 4.8% |
| 13.87166667 | 1 | 4.8% |
| 15.38666667 | 1 | 4.8% |
| 14.93166667 | 1 | 4.8% |
| 15.53333333 | 1 | 4.8% |
| 17.12666667 | 1 | 4.8% |
| 10.88666667 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 9.49 | 1 | |
| 10.115 | 1 | |
| 10.88666667 | 1 | |
| 12.37333333 | 1 | |
| 13.59166667 | 1 | |
| 13.87166667 | 1 | |
| 13.95333333 | 1 | |
| 14.80166667 | 1 | |
| 14.80333333 | 1 |
| Value | Count | Frequency (%) |
| 31.86666667 | 1 | |
| 21.36333333 | 1 | |
| 19.87166667 | 1 | |
| 18.75666667 | 1 | |
| 17.12666667 | 1 | |
| 16.18166667 | 1 | |
| 15.58 | 1 | |
| 15.53333333 | 1 | |
| 15.38666667 | 1 | |
| 15.105 | 1 |
Cliente_19
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.440079 |
| Minimum | 0 |
|---|---|
| Maximum | 30.111667 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.023333 |
| Q1 | 19.335 |
| median | 22.341667 |
| Q3 | 23.855 |
| 95-th percentile | 25.878333 |
| Maximum | 30.111667 |
| Range | 30.111667 |
| Interquartile range (IQR) | 4.52 |
Descriptive statistics
| Standard deviation | 6.2426518 |
|---|---|
| Coefficient of variation (CV) | 0.30541231 |
| Kurtosis | 5.0179455 |
| Mean | 20.440079 |
| Median Absolute Deviation (MAD) | 2.1333333 |
| Skewness | -1.8094253 |
| Sum | 429.24167 |
| Variance | 38.970701 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 23.855 | 1 | 4.8% |
| 14.235 | 1 | 4.8% |
| 13.02333333 | 1 | 4.8% |
| 24.32833333 | 1 | 4.8% |
| 22.62 | 1 | 4.8% |
| 23.87666667 | 1 | 4.8% |
| 14.36333333 | 1 | 4.8% |
| 20.25 | 1 | 4.8% |
| 25.875 | 1 | 4.8% |
| 20.20833333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 13.02333333 | 1 | |
| 14.235 | 1 | |
| 14.36333333 | 1 | |
| 18.24 | 1 | |
| 19.335 | 1 | |
| 19.87166667 | 1 | |
| 20.20833333 | 1 | |
| 20.25 | 1 | |
| 21.12166667 | 1 |
| Value | Count | Frequency (%) |
| 30.11166667 | 1 | |
| 25.87833333 | 1 | |
| 25.875 | 1 | |
| 24.32833333 | 1 | |
| 23.87666667 | 1 | |
| 23.855 | 1 | |
| 23.79833333 | 1 | |
| 23.55 | 1 | |
| 22.62 | 1 | |
| 22.35833333 | 1 |
Cliente_20
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.705238 |
| Minimum | 0 |
|---|---|
| Maximum | 32.211667 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17.02 |
| Q1 | 21.898333 |
| median | 24.42 |
| Q3 | 28.093333 |
| 95-th percentile | 31.866667 |
| Maximum | 32.211667 |
| Range | 32.211667 |
| Interquartile range (IQR) | 6.195 |
Descriptive statistics
| Standard deviation | 6.8967242 |
|---|---|
| Coefficient of variation (CV) | 0.29093672 |
| Kurtosis | 6.436588 |
| Mean | 23.705238 |
| Median Absolute Deviation (MAD) | 3.2266667 |
| Skewness | -2.0244417 |
| Sum | 497.81 |
| Variance | 47.564805 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 23.7 | 1 | 4.8% |
| 21.90833333 | 1 | 4.8% |
| 18.08 | 1 | 4.8% |
| 23.03 | 1 | 4.8% |
| 28.09333333 | 1 | 4.8% |
| 21.89833333 | 1 | 4.8% |
| 21.19333333 | 1 | 4.8% |
| 30.10166667 | 1 | 4.8% |
| 25.26666667 | 1 | 4.8% |
| 26.28333333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 17.02 | 1 | |
| 18.08 | 1 | |
| 19.16333333 | 1 | |
| 21.19333333 | 1 | |
| 21.89833333 | 1 | |
| 21.90833333 | 1 | |
| 23.03 | 1 | |
| 23.7 | 1 | |
| 23.97333333 | 1 |
| Value | Count | Frequency (%) |
| 32.21166667 | 1 | |
| 31.86666667 | 1 | |
| 30.10166667 | 1 | |
| 29.705 | 1 | |
| 28.98166667 | 1 | |
| 28.09333333 | 1 | |
| 26.28333333 | 1 | |
| 25.87833333 | 1 | |
| 25.26666667 | 1 | |
| 25.035 | 1 |
Almacén
Real number (ℝ)
High correlation Unique Zeros
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.78873 |
| Minimum | 0 |
|---|---|
| Maximum | 23.798333 |
| Zeros | 1 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 300.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.8416667 |
| Q1 | 7.4 |
| median | 11.388333 |
| Q3 | 19.73 |
| 95-th percentile | 23.618333 |
| Maximum | 23.798333 |
| Range | 23.798333 |
| Interquartile range (IQR) | 12.33 |
Descriptive statistics
| Standard deviation | 7.2046626 |
|---|---|
| Coefficient of variation (CV) | 0.56336028 |
| Kurtosis | -1.186933 |
| Mean | 12.78873 |
| Median Absolute Deviation (MAD) | 5.6316667 |
| Skewness | -0.0071863527 |
| Sum | 268.56333 |
| Variance | 51.907163 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 6.905 | 1 | 4.8% |
| 20.38166667 | 1 | 4.8% |
| 20.87333333 | 1 | 4.8% |
| 7.4 | 1 | 4.8% |
| 7.938333333 | 1 | 4.8% |
| 6.268333333 | 1 | 4.8% |
| 20.51 | 1 | 4.8% |
| 23.61833333 | 1 | 4.8% |
| 1.841666667 | 1 | 4.8% |
| 11.38833333 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.841666667 | 1 | |
| 5.476666667 | 1 | |
| 6.268333333 | 1 | |
| 6.905 | 1 | |
| 7.4 | 1 | |
| 7.938333333 | 1 | |
| 8.408333333 | 1 | |
| 8.538333333 | 1 | |
| 10.94833333 | 1 |
| Value | Count | Frequency (%) |
| 23.79833333 | 1 | |
| 23.61833333 | 1 | |
| 20.87333333 | 1 | |
| 20.51 | 1 | |
| 20.38166667 | 1 | |
| 19.73 | 1 | |
| 18.75666667 | 1 | |
| 17.02 | 1 | |
| 15.12 | 1 | |
| 13.64166667 | 1 |
Interactions
Correlations
| Almacén | Cliente_1 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_2 | Cliente_20 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Almacén | 1.000 | 0.836 | 0.471 | 0.866 | 0.471 | 0.029 | 0.376 | -0.056 | 0.662 | 0.814 | -0.022 | -0.682 | -0.409 | 0.173 | -0.309 | 0.810 | 0.278 | 0.679 | -0.382 | -0.397 | 0.935 |
| Cliente_1 | 0.836 | 1.000 | 0.818 | 0.900 | 0.687 | 0.382 | 0.543 | 0.190 | 0.913 | 0.694 | 0.251 | -0.434 | -0.009 | 0.116 | -0.124 | 0.981 | 0.243 | 0.776 | -0.078 | -0.134 | 0.816 |
| Cliente_10 | 0.471 | 0.818 | 1.000 | 0.692 | 0.874 | 0.580 | 0.551 | 0.520 | 0.943 | 0.416 | 0.632 | -0.021 | 0.333 | -0.053 | 0.104 | 0.832 | 0.064 | 0.547 | 0.268 | 0.276 | 0.504 |
| Cliente_11 | 0.866 | 0.900 | 0.692 | 1.000 | 0.718 | 0.115 | 0.514 | 0.259 | 0.785 | 0.850 | 0.316 | -0.399 | -0.186 | -0.026 | -0.160 | 0.860 | 0.395 | 0.663 | -0.059 | -0.021 | 0.903 |
| Cliente_12 | 0.471 | 0.687 | 0.874 | 0.718 | 1.000 | 0.305 | 0.543 | 0.638 | 0.785 | 0.485 | 0.809 | 0.004 | 0.152 | -0.338 | 0.053 | 0.700 | 0.154 | 0.433 | 0.245 | 0.481 | 0.560 |
| Cliente_13 | 0.029 | 0.382 | 0.580 | 0.115 | 0.305 | 1.000 | 0.245 | 0.217 | 0.539 | -0.209 | 0.346 | 0.336 | 0.797 | 0.458 | 0.513 | 0.453 | -0.054 | 0.411 | 0.513 | -0.057 | 0.039 |
| Cliente_14 | 0.376 | 0.543 | 0.551 | 0.514 | 0.543 | 0.245 | 1.000 | 0.549 | 0.604 | 0.556 | 0.396 | -0.267 | 0.000 | -0.254 | -0.199 | 0.525 | 0.188 | 0.300 | 0.210 | 0.150 | 0.401 |
| Cliente_15 | -0.056 | 0.190 | 0.520 | 0.259 | 0.638 | 0.217 | 0.549 | 1.000 | 0.366 | 0.160 | 0.813 | 0.228 | 0.155 | -0.484 | 0.004 | 0.213 | 0.245 | -0.075 | 0.417 | 0.692 | 0.079 |
| Cliente_16 | 0.662 | 0.913 | 0.943 | 0.785 | 0.785 | 0.539 | 0.604 | 0.366 | 1.000 | 0.559 | 0.420 | -0.211 | 0.194 | 0.065 | -0.033 | 0.928 | 0.149 | 0.652 | 0.123 | 0.046 | 0.652 |
| Cliente_17 | 0.814 | 0.694 | 0.416 | 0.850 | 0.485 | -0.209 | 0.556 | 0.160 | 0.559 | 1.000 | 0.092 | -0.612 | -0.497 | -0.225 | -0.401 | 0.633 | 0.417 | 0.471 | -0.253 | -0.083 | 0.860 |
| Cliente_18 | -0.022 | 0.251 | 0.632 | 0.316 | 0.809 | 0.346 | 0.396 | 0.813 | 0.420 | 0.092 | 1.000 | 0.379 | 0.370 | -0.455 | 0.218 | 0.275 | -0.029 | 0.020 | 0.534 | 0.737 | 0.114 |
| Cliente_19 | -0.682 | -0.434 | -0.021 | -0.399 | 0.004 | 0.336 | -0.267 | 0.228 | -0.211 | -0.612 | 0.379 | 1.000 | 0.764 | -0.038 | 0.564 | -0.397 | -0.063 | -0.303 | 0.632 | 0.516 | -0.542 |
| Cliente_2 | -0.409 | -0.009 | 0.333 | -0.186 | 0.152 | 0.797 | 0.000 | 0.155 | 0.194 | -0.497 | 0.370 | 0.764 | 1.000 | 0.229 | 0.685 | 0.035 | -0.153 | 0.064 | 0.723 | 0.257 | -0.317 |
| Cliente_20 | 0.173 | 0.116 | -0.053 | -0.026 | -0.338 | 0.458 | -0.254 | -0.484 | 0.065 | -0.225 | -0.455 | -0.038 | 0.229 | 1.000 | 0.323 | 0.129 | -0.009 | 0.337 | 0.010 | -0.687 | 0.023 |
| Cliente_3 | -0.309 | -0.124 | 0.104 | -0.160 | 0.053 | 0.513 | -0.199 | 0.004 | -0.033 | -0.401 | 0.218 | 0.564 | 0.685 | 0.323 | 1.000 | -0.048 | -0.032 | 0.086 | 0.631 | 0.161 | -0.157 |
| Cliente_4 | 0.810 | 0.981 | 0.832 | 0.860 | 0.700 | 0.453 | 0.525 | 0.213 | 0.928 | 0.633 | 0.275 | -0.397 | 0.035 | 0.129 | -0.048 | 1.000 | 0.237 | 0.790 | -0.054 | -0.131 | 0.799 |
| Cliente_5 | 0.278 | 0.243 | 0.064 | 0.395 | 0.154 | -0.054 | 0.188 | 0.245 | 0.149 | 0.417 | -0.029 | -0.063 | -0.153 | -0.009 | -0.032 | 0.237 | 1.000 | 0.422 | 0.004 | 0.059 | 0.458 |
| Cliente_6 | 0.679 | 0.776 | 0.547 | 0.663 | 0.433 | 0.411 | 0.300 | -0.075 | 0.652 | 0.471 | 0.020 | -0.303 | 0.064 | 0.337 | 0.086 | 0.790 | 0.422 | 1.000 | -0.013 | -0.323 | 0.719 |
| Cliente_7 | -0.382 | -0.078 | 0.268 | -0.059 | 0.245 | 0.513 | 0.210 | 0.417 | 0.123 | -0.253 | 0.534 | 0.632 | 0.723 | 0.010 | 0.631 | -0.054 | 0.004 | -0.013 | 1.000 | 0.510 | -0.178 |
| Cliente_8 | -0.397 | -0.134 | 0.276 | -0.021 | 0.481 | -0.057 | 0.150 | 0.692 | 0.046 | -0.083 | 0.737 | 0.516 | 0.257 | -0.687 | 0.161 | -0.131 | 0.059 | -0.323 | 0.510 | 1.000 | -0.189 |
| Cliente_9 | 0.935 | 0.816 | 0.504 | 0.903 | 0.560 | 0.039 | 0.401 | 0.079 | 0.652 | 0.860 | 0.114 | -0.542 | -0.317 | 0.023 | -0.157 | 0.799 | 0.458 | 0.719 | -0.178 | -0.189 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Cliente_1 | Cliente_2 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_20 | Almacén | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 15.731667 | 19.651667 | 2.543333 | 7.550000 | 3.760000 | 15.838333 | 22.388333 | 8.563333 | 7.185000 | 4.903333 | 10.028333 | 12.336667 | 5.098333 | 17.525000 | 2.943333 | 15.548333 | 15.105000 | 23.855000 | 23.700000 | 6.905000 |
| 1 | 15.731667 | 0.000000 | 7.505000 | 15.798333 | 17.241667 | 17.316667 | 1.248333 | 20.700000 | 21.325000 | 13.503333 | 18.170000 | 14.423333 | 6.695000 | 15.891667 | 20.061667 | 14.023333 | 26.153333 | 14.803333 | 14.235000 | 21.908333 | 20.381667 |
| 2 | 19.651667 | 7.505000 | 0.000000 | 19.285000 | 0.000000 | 0.000000 | 0.000000 | 22.076667 | 19.981667 | 17.378333 | 19.548333 | 15.800000 | 11.541667 | 17.270000 | 20.405000 | 18.500000 | 27.531667 | 16.181667 | 13.023333 | 18.080000 | 20.873333 |
| 3 | 2.543333 | 15.798333 | 19.285000 | 0.000000 | 8.533333 | 1.878333 | 16.521667 | 22.863333 | 7.165000 | 7.013333 | 5.986667 | 10.501667 | 10.768333 | 6.181667 | 18.000000 | 2.465000 | 16.546667 | 15.580000 | 24.328333 | 23.030000 | 7.400000 |
| 4 | 7.550000 | 17.241667 | 0.000000 | 8.533333 | 0.000000 | 9.711667 | 0.000000 | 0.000000 | 0.000000 | 11.058333 | 5.120000 | 8.793333 | 18.555000 | 7.391667 | 16.291667 | 10.738333 | 9.998333 | 13.871667 | 22.620000 | 28.093333 | 7.938333 |
| 5 | 3.760000 | 17.316667 | 0.000000 | 1.878333 | 9.711667 | 0.000000 | 17.068333 | 22.668333 | 6.033333 | 8.281667 | 6.233333 | 10.308333 | 11.315000 | 7.038333 | 17.806667 | 3.733333 | 16.240000 | 15.386667 | 23.876667 | 21.898333 | 6.268333 |
| 6 | 15.838333 | 1.248333 | 0.000000 | 16.521667 | 0.000000 | 17.068333 | 0.000000 | 20.826667 | 20.988333 | 13.631667 | 18.298333 | 14.550000 | 0.000000 | 0.000000 | 0.000000 | 14.150000 | 26.281667 | 14.931667 | 14.363333 | 21.193333 | 20.510000 |
| 7 | 22.388333 | 20.700000 | 22.076667 | 22.863333 | 0.000000 | 22.668333 | 20.826667 | 0.000000 | 25.133333 | 16.505000 | 20.510000 | 15.503333 | 20.850000 | 18.231667 | 10.558333 | 18.380000 | 22.963333 | 15.533333 | 20.250000 | 30.101667 | 23.618333 |
| 8 | 8.563333 | 21.325000 | 19.981667 | 7.165000 | 0.000000 | 6.033333 | 20.988333 | 25.133333 | 0.000000 | 13.976667 | 6.815000 | 12.048333 | 15.173333 | 9.086667 | 19.546667 | 9.428333 | 13.025000 | 17.126667 | 25.875000 | 25.266667 | 1.841667 |
| 9 | 7.185000 | 13.503333 | 17.378333 | 7.013333 | 11.058333 | 8.281667 | 13.631667 | 16.505000 | 13.976667 | 0.000000 | 9.693333 | 5.411667 | 10.275000 | 0.000000 | 13.880000 | 0.000000 | 18.623333 | 10.886667 | 20.208333 | 26.283333 | 11.388333 |
| Cliente_1 | Cliente_2 | Cliente_3 | Cliente_4 | Cliente_5 | Cliente_6 | Cliente_7 | Cliente_8 | Cliente_9 | Cliente_10 | Cliente_11 | Cliente_12 | Cliente_13 | Cliente_14 | Cliente_15 | Cliente_16 | Cliente_17 | Cliente_18 | Cliente_19 | Cliente_20 | Almacén | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | 10.028333 | 14.423333 | 15.800000 | 10.501667 | 8.793333 | 10.308333 | 14.550000 | 15.503333 | 12.048333 | 5.411667 | 7.295000 | 0.000000 | 12.973333 | 7.765000 | 10.435000 | 8.220000 | 18.026667 | 9.490000 | 18.240000 | 28.981667 | 13.641667 |
| 12 | 12.336667 | 6.695000 | 11.541667 | 10.768333 | 18.555000 | 11.315000 | 0.000000 | 20.850000 | 15.173333 | 10.275000 | 14.586667 | 12.973333 | 0.000000 | 13.838333 | 17.495000 | 8.760000 | 23.763333 | 13.953333 | 19.335000 | 19.163333 | 15.120000 |
| 13 | 5.098333 | 15.891667 | 17.270000 | 6.181667 | 7.391667 | 7.038333 | 0.000000 | 18.231667 | 9.086667 | 0.000000 | 3.641667 | 7.765000 | 13.838333 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 13.591667 | 22.341667 | 25.035000 | 8.538333 |
| 14 | 17.525000 | 20.061667 | 20.405000 | 18.000000 | 16.291667 | 17.806667 | 0.000000 | 10.558333 | 19.546667 | 13.880000 | 14.793333 | 10.435000 | 17.495000 | 0.000000 | 0.000000 | 16.261667 | 20.206667 | 10.115000 | 22.358333 | 32.211667 | 19.730000 |
| 15 | 2.943333 | 14.023333 | 18.500000 | 2.465000 | 10.738333 | 3.733333 | 14.150000 | 18.380000 | 9.428333 | 0.000000 | 6.990000 | 8.220000 | 8.760000 | 0.000000 | 16.261667 | 0.000000 | 17.051667 | 14.801667 | 23.550000 | 24.420000 | 8.408333 |
| 16 | 15.548333 | 26.153333 | 27.531667 | 16.546667 | 9.998333 | 16.240000 | 26.281667 | 22.963333 | 13.025000 | 18.623333 | 13.400000 | 18.026667 | 23.763333 | 0.000000 | 20.206667 | 17.051667 | 0.000000 | 21.363333 | 30.111667 | 29.705000 | 10.948333 |
| 17 | 15.105000 | 14.803333 | 16.181667 | 15.580000 | 13.871667 | 15.386667 | 14.931667 | 15.533333 | 17.126667 | 10.886667 | 12.373333 | 9.490000 | 13.953333 | 13.591667 | 10.115000 | 14.801667 | 21.363333 | 0.000000 | 19.871667 | 31.866667 | 18.756667 |
| 18 | 23.855000 | 14.235000 | 13.023333 | 24.328333 | 22.620000 | 23.876667 | 14.363333 | 20.250000 | 25.875000 | 20.208333 | 21.121667 | 18.240000 | 19.335000 | 22.341667 | 22.358333 | 23.550000 | 30.111667 | 19.871667 | 0.000000 | 25.878333 | 23.798333 |
| 19 | 23.700000 | 21.908333 | 18.080000 | 23.030000 | 28.093333 | 21.898333 | 21.193333 | 30.101667 | 25.266667 | 26.283333 | 23.973333 | 28.981667 | 19.163333 | 25.035000 | 32.211667 | 24.420000 | 29.705000 | 31.866667 | 25.878333 | 0.000000 | 17.020000 |
| 20 | 6.905000 | 20.381667 | 20.873333 | 7.400000 | 7.938333 | 6.268333 | 20.510000 | 23.618333 | 1.841667 | 11.388333 | 5.476667 | 13.641667 | 15.120000 | 8.538333 | 19.730000 | 8.408333 | 10.948333 | 18.756667 | 23.798333 | 17.020000 | 0.000000 |